Profiling Report

Dataset statistics

Number of variables	18
Number of observations	2325
Missing cells	1952
Missing cells (%)	4.7%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	327.1 KiB
Average record size in memory	144.1 B

Variable types

Numeric	18

Alerts

`quarter` is highly correlated with `preSnapHomeScore` and 1 other fields	High correlation
`preSnapHomeScore` is highly correlated with `quarter`	High correlation
`preSnapVisitorScore` is highly correlated with `quarter`	High correlation
`s` is highly correlated with `dis`	High correlation
`dis` is highly correlated with `s`	High correlation
`quarter` is highly correlated with `preSnapHomeScore` and 1 other fields	High correlation
`preSnapHomeScore` is highly correlated with `quarter`	High correlation
`preSnapVisitorScore` is highly correlated with `quarter`	High correlation
`s` is highly correlated with `dis`	High correlation
`dis` is highly correlated with `s`	High correlation
`quarter` is highly correlated with `preSnapHomeScore` and 1 other fields	High correlation
`preSnapHomeScore` is highly correlated with `quarter`	High correlation
`preSnapVisitorScore` is highly correlated with `quarter`	High correlation
`s` is highly correlated with `dis`	High correlation
`dis` is highly correlated with `s`	High correlation
`quarter` is highly correlated with `preSnapHomeScore` and 1 other fields	High correlation
`preSnapHomeScore` is highly correlated with `quarter` and 1 other fields	High correlation
`preSnapVisitorScore` is highly correlated with `quarter` and 1 other fields	High correlation
`s` is highly correlated with `dis`	High correlation
`dis` is highly correlated with `s`	High correlation
`penaltyYards` has 1915 (82.4%) missing values	Missing
`kickReturnYardage` has 36 (1.5%) missing values	Missing
`preSnapHomeScore` has 552 (23.7%) zeros	Zeros
`preSnapVisitorScore` has 616 (26.5%) zeros	Zeros
`kickReturnYardage` has 303 (13.0%) zeros	Zeros

Reproduction

Analysis started	2021-12-06 18:13:50.052749
Analysis finished	2021-12-06 18:14:29.107640
Duration	39.05 seconds
Software version	pandas-profiling v3.1.0
Download configuration	config.json

quarter
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	5
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.407741935

Minimum	1
Maximum	5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	18.3 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	2
Q3	3
95-th percentile	4
Maximum	5
Range	4
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.112721897
Coefficient of variation (CV)	0.4621433387
Kurtosis	-1.21144461
Mean	2.407741935
Median Absolute Deviation (MAD)	1
Skewness	0.1671139984
Sum	5598
Variance	1.238150019
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=5)

Value	Count	Frequency (%)
1	630	27.1%
2	629	27.1%
3	570	24.5%
4	480	20.6%
5	16	0.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	630	27.1%
2	629	27.1%
3	570	24.5%
4	480	20.6%
5	16	0.7%

Value	Count	Frequency (%)
5	16	0.7%
4	480	20.6%
3	570	24.5%
2	629	27.1%
1	630	27.1%

yardsToGo
Real number (ℝ_≥0)

Distinct	34
Distinct (%)	1.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.837849462

Minimum	1
Maximum	46
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	18.3 KiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	5
median	9
Q3	14
95-th percentile	21
Maximum	46
Range	45
Interquartile range (IQR)	9

Descriptive statistics

Standard deviation	5.990449558
Coefficient of variation (CV)	0.6089186037
Kurtosis	0.9791386053
Mean	9.837849462
Median Absolute Deviation (MAD)	4
Skewness	0.871370086
Sum	22873
Variance	35.88548591
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=34)

Value	Count	Frequency (%)
10	195	8.4%
7	174	7.5%
5	166	7.1%
6	164	7.1%
8	159	6.8%
9	130	5.6%
4	130	5.6%
11	127	5.5%
3	121	5.2%
15	105	4.5%
Other values (24)	854	36.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	95	4.1%
2	99	4.3%
3	121	5.2%
4	130	5.6%
5	166	7.1%
6	164	7.1%
7	174	7.5%
8	159	6.8%
9	130	5.6%
10	195	8.4%

Value	Count	Frequency (%)
46	1	< 0.1%
41	1	< 0.1%
32	3	0.1%
31	2	0.1%
30	1	< 0.1%
29	4	0.2%
28	10	0.4%
27	3	0.1%
26	10	0.4%
25	9	0.4%

preSnapHomeScore
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	41
Distinct (%)	1.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10.5372043

Minimum	0
Maximum	54
Zeros	552
Zeros (%)	23.7%
Negative	0
Negative (%)	0.0%
Memory size	18.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3
median	9
Q3	17
95-th percentile	28
Maximum	54
Range	54
Interquartile range (IQR)	14

Descriptive statistics

Standard deviation	9.472989771
Coefficient of variation (CV)	0.8990040907
Kurtosis	0.3601721019
Mean	10.5372043
Median Absolute Deviation (MAD)	7
Skewness	0.865159728
Sum	24499
Variance	89.73753521
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
0	552	23.7%
7	334	14.4%
10	213	9.2%
3	196	8.4%
14	169	7.3%
17	123	5.3%
24	84	3.6%
13	82	3.5%
21	77	3.3%
20	71	3.1%
Other values (31)	424	18.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	552	23.7%
3	196	8.4%
5	1	< 0.1%
6	64	2.8%
7	334	14.4%
8	4	0.2%
9	40	1.7%
10	213	9.2%
11	6	0.3%
12	13	0.6%

Value	Count	Frequency (%)
54	1	< 0.1%
48	1	< 0.1%
45	1	< 0.1%
44	2	0.1%
43	1	< 0.1%
42	4	0.2%
40	8	0.3%
38	10	0.4%
36	3	0.1%
35	11	0.5%

preSnapVisitorScore
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	41
Distinct (%)	1.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.854193548

Minimum	0
Maximum	51
Zeros	616
Zeros (%)	26.5%
Negative	0
Negative (%)	0.0%
Memory size	18.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	7
Q3	16
95-th percentile	28
Maximum	51
Range	51
Interquartile range (IQR)	16

Descriptive statistics

Standard deviation	9.423246688
Coefficient of variation (CV)	0.9562676684
Kurtosis	0.5279840771
Mean	9.854193548
Median Absolute Deviation (MAD)	7
Skewness	0.9533596458
Sum	22911
Variance	88.79757815
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
0	616	26.5%
7	303	13.0%
3	227	9.8%
10	164	7.1%
17	133	5.7%
14	127	5.5%
13	103	4.4%
6	95	4.1%
20	80	3.4%
21	64	2.8%
Other values (31)	413	17.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	616	26.5%
2	4	0.2%
3	227	9.8%
6	95	4.1%
7	303	13.0%
8	4	0.2%
9	43	1.8%
10	164	7.1%
12	15	0.6%
13	103	4.4%

Value	Count	Frequency (%)
51	1	< 0.1%
47	2	0.1%
45	3	0.1%
42	6	0.3%
41	3	0.1%
40	2	0.1%
39	1	< 0.1%
38	5	0.2%
37	2	0.1%
35	16	0.7%

snapTime
Real number (ℝ_≥0)

Distinct	52
Distinct (%)	2.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.8589591398

Minimum	0.59
Maximum	1.19
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	18.3 KiB

Quantile statistics

Minimum	0.59
5-th percentile	0.76
Q1	0.82
median	0.86
Q3	0.9
95-th percentile	0.96
Maximum	1.19
Range	0.6
Interquartile range (IQR)	0.08

Descriptive statistics

Standard deviation	0.06367300662
Coefficient of variation (CV)	0.07412809722
Kurtosis	1.558181981
Mean	0.8589591398
Median Absolute Deviation (MAD)	0.04
Skewness	-0.2635500674
Sum	1997.08
Variance	0.004054251772
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.87	180	7.7%
0.85	165	7.1%
0.88	157	6.8%
0.86	156	6.7%
0.83	151	6.5%
0.89	150	6.5%
0.84	149	6.4%
0.91	127	5.5%
0.9	112	4.8%
0.82	109	4.7%
Other values (42)	869	37.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.59	1	< 0.1%
0.6	2	0.1%
0.62	2	0.1%
0.63	4	0.2%
0.64	4	0.2%
0.65	2	0.1%
0.66	7	0.3%
0.67	1	< 0.1%
0.68	4	0.2%
0.69	5	0.2%

Value	Count	Frequency (%)
1.19	1	< 0.1%
1.11	1	< 0.1%
1.09	1	< 0.1%
1.08	1	< 0.1%
1.07	1	< 0.1%
1.06	3	0.1%
1.05	4	0.2%
1.04	3	0.1%
1.03	2	0.1%
1.02	4	0.2%

hangTime
Real number (ℝ_≥0)

Distinct	235
Distinct (%)	10.1%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	4.324810671

Minimum	2.43
Maximum	5.43
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	18.3 KiB

Quantile statistics

Minimum	2.43
5-th percentile	3.43
Q1	4.08
median	4.4
Q3	4.65
95-th percentile	4.96
Maximum	5.43
Range	3
Interquartile range (IQR)	0.57

Descriptive statistics

Standard deviation	0.4534893732
Coefficient of variation (CV)	0.1048576244
Kurtosis	0.3845773096
Mean	4.324810671
Median Absolute Deviation (MAD)	0.27
Skewness	-0.6953396428
Sum	10050.86
Variance	0.2056526116
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4.45	32	1.4%
4.58	32	1.4%
4.41	31	1.3%
4.66	31	1.3%
4.44	31	1.3%
4.65	31	1.3%
4.59	28	1.2%
4.62	27	1.2%
4.52	27	1.2%
4.39	26	1.1%
Other values (225)	2028	87.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2.43	1	< 0.1%
2.76	1	< 0.1%
2.78	1	< 0.1%
2.83	1	< 0.1%
2.84	1	< 0.1%
2.88	1	< 0.1%
2.96	1	< 0.1%
2.98	2	0.1%
2.99	2	0.1%
3.01	2	0.1%

Value	Count	Frequency (%)
5.43	1	< 0.1%
5.4	1	< 0.1%
5.38	2	0.1%
5.32	1	< 0.1%
5.3	1	< 0.1%
5.29	1	< 0.1%
5.28	1	< 0.1%
5.24	1	< 0.1%
5.22	4	0.2%
5.21	1	< 0.1%

operationTime
Real number (ℝ_≥0)

Distinct	71
Distinct (%)	3.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.135191398

Minimum	1.66
Maximum	4.92
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	18.3 KiB

Quantile statistics

Minimum	1.66
5-th percentile	1.98
Q1	2.07
median	2.14
Q3	2.2
95-th percentile	2.29
Maximum	4.92
Range	3.26
Interquartile range (IQR)	0.13

Descriptive statistics

Standard deviation	0.1167489175
Coefficient of variation (CV)	0.05467843193
Kurtosis	148.6396688
Mean	2.135191398
Median Absolute Deviation (MAD)	0.06
Skewness	6.491344608
Sum	4964.32
Variance	0.01363030974
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.12	106	4.6%
2.16	104	4.5%
2.19	101	4.3%
2.17	100	4.3%
2.18	98	4.2%
2.15	95	4.1%
2.14	95	4.1%
2.07	94	4.0%
2.13	90	3.9%
2.09	90	3.9%
Other values (61)	1352	58.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1.66	2	0.1%
1.68	1	< 0.1%
1.7	1	< 0.1%
1.77	1	< 0.1%
1.8	2	0.1%
1.82	2	0.1%
1.83	2	0.1%
1.84	2	0.1%
1.85	4	0.2%
1.86	5	0.2%

Value	Count	Frequency (%)
4.92	1	< 0.1%
3.57	1	< 0.1%
2.71	1	< 0.1%
2.46	1	< 0.1%
2.45	2	0.1%
2.43	1	< 0.1%
2.42	1	< 0.1%
2.4	3	0.1%
2.39	2	0.1%
2.38	5	0.2%

kickLength
Real number (ℝ_≥0)

Distinct	48
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	49.4572043

Minimum	5
Maximum	79
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	18.3 KiB

Quantile statistics

Minimum	5
5-th percentile	38
Q1	45
median	50
Q3	54
95-th percentile	60
Maximum	79
Range	74
Interquartile range (IQR)	9

Descriptive statistics

Standard deviation	7.008999373
Coefficient of variation (CV)	0.141718471
Kurtosis	0.5882158993
Mean	49.4572043
Median Absolute Deviation (MAD)	5
Skewness	-0.1489800925
Sum	114988
Variance	49.12607222
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=48)

Value	Count	Frequency (%)
50	132	5.7%
51	129	5.5%
52	125	5.4%
49	123	5.3%
47	119	5.1%
55	115	4.9%
53	113	4.9%
48	111	4.8%
54	108	4.6%
46	107	4.6%
Other values (38)	1143	49.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
5	1	< 0.1%
21	1	< 0.1%
25	1	< 0.1%
28	1	< 0.1%
29	2	0.1%
30	3	0.1%
31	3	0.1%
32	9	0.4%
33	4	0.2%
34	5	0.2%

Value	Count	Frequency (%)
79	1	< 0.1%
74	1	< 0.1%
71	2	0.1%
69	3	0.1%
68	4	0.2%
67	2	0.1%
66	6	0.3%
65	10	0.4%
64	9	0.4%
63	22	0.9%

penaltyYards
Real number (ℝ)

MISSING

Distinct	19
Distinct (%)	4.6%
Missing	1915
Missing (%)	82.4%
Infinite	0
Infinite (%)	0.0%
Mean	5.229268293

Minimum	-15
Maximum	15
Zeros	17
Zeros (%)	0.7%
Negative	74
Negative (%)	3.2%
Memory size	18.3 KiB

Quantile statistics

Minimum	-15
5-th percentile	-15
Q1	5
median	10
Q3	10
95-th percentile	10.55
Maximum	15
Range	30
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	8.552791446
Coefficient of variation (CV)	1.635561797
Kurtosis	0.7764511146
Mean	5.229268293
Median Absolute Deviation (MAD)	0
Skewness	-1.475690808
Sum	2144
Variance	73.15024152
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=19)

Value	Count	Frequency (%)
10	225	9.7%
-15	41	1.8%
0	17	0.7%
-5	17	0.7%
5	16	0.7%
7	16	0.7%
-10	16	0.7%
15	13	0.6%
8	12	0.5%
9	10	0.4%
Other values (9)	27	1.2%
(Missing)	1915	82.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-15	41	1.8%
-10	16	0.7%
-5	17	0.7%
0	17	0.7%
1	1	< 0.1%
2	3	0.1%
3	4	0.2%
4	3	0.1%
5	16	0.7%
6	8	0.3%

Value	Count	Frequency (%)
15	13	0.6%
14	2	0.1%
13	3	0.1%
12	2	0.1%
11	1	< 0.1%
10	225	9.7%
9	10	0.4%
8	12	0.5%
7	16	0.7%
6	8	0.3%

s
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	590
Distinct (%)	25.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.600855914

Minimum	0.03
Maximum	8.21
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	18.3 KiB

Quantile statistics

Minimum	0.03
5-th percentile	0.65
Q1	1.48
median	2.39
Q3	3.48
95-th percentile	5.348
Maximum	8.21
Range	8.18
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.478855764
Coefficient of variation (CV)	0.5686034955
Kurtosis	0.3683822947
Mean	2.600855914
Median Absolute Deviation (MAD)	0.99
Skewness	0.7850455052
Sum	6046.99
Variance	2.18701437
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.49	13	0.6%
1.97	12	0.5%
1.85	12	0.5%
1.86	12	0.5%
1.2	12	0.5%
2.45	12	0.5%
1.93	12	0.5%
2.5	11	0.5%
2.48	11	0.5%
2.57	11	0.5%
Other values (580)	2207	94.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.03	1	< 0.1%
0.06	1	< 0.1%
0.07	2	0.1%
0.09	2	0.1%
0.1	1	< 0.1%
0.11	1	< 0.1%
0.13	2	0.1%
0.15	3	0.1%
0.16	1	< 0.1%
0.18	1	< 0.1%

Value	Count	Frequency (%)
8.21	1	< 0.1%
7.97	1	< 0.1%
7.83	1	< 0.1%
7.7	1	< 0.1%
7.66	1	< 0.1%
7.59	1	< 0.1%
7.48	1	< 0.1%
7.44	1	< 0.1%
7.43	1	< 0.1%
7.35	1	< 0.1%

a
Real number (ℝ_≥0)

Distinct	513
Distinct (%)	22.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.498378495

Minimum	0.08
Maximum	7.99
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	18.3 KiB

Quantile statistics

Minimum	0.08
5-th percentile	0.67
Q1	1.55
median	2.37
Q3	3.33
95-th percentile	4.72
Maximum	7.99
Range	7.91
Interquartile range (IQR)	1.78

Descriptive statistics

Standard deviation	1.24484548
Coefficient of variation (CV)	0.4982613655
Kurtosis	0.1664079923
Mean	2.498378495
Median Absolute Deviation (MAD)	0.87
Skewness	0.5429801758
Sum	5808.73
Variance	1.54964027
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.49	13	0.6%
2.6	13	0.6%
2.71	13	0.6%
1.84	13	0.6%
2.21	13	0.6%
2.55	12	0.5%
2.28	12	0.5%
1.77	12	0.5%
1.5	12	0.5%
3.05	11	0.5%
Other values (503)	2201	94.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.08	1	< 0.1%
0.13	1	< 0.1%
0.18	1	< 0.1%
0.21	1	< 0.1%
0.22	2	0.1%
0.24	5	0.2%
0.26	2	0.1%
0.28	3	0.1%
0.3	5	0.2%
0.32	5	0.2%

Value	Count	Frequency (%)
7.99	1	< 0.1%
7.86	1	< 0.1%
7.38	1	< 0.1%
7.08	1	< 0.1%
6.92	1	< 0.1%
6.79	1	< 0.1%
6.49	1	< 0.1%
6.46	1	< 0.1%
6.37	1	< 0.1%
6.19	1	< 0.1%

dis
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	80
Distinct (%)	3.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.2623354839

Minimum	0
Maximum	0.83
Zeros	2
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	18.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0.07
Q1	0.15
median	0.24
Q3	0.35
95-th percentile	0.54
Maximum	0.83
Range	0.83
Interquartile range (IQR)	0.2

Descriptive statistics

Standard deviation	0.148993494
Coefficient of variation (CV)	0.567950213
Kurtosis	0.360505285
Mean	0.2623354839
Median Absolute Deviation (MAD)	0.1
Skewness	0.7938787903
Sum	609.93
Variance	0.02219906124
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.15	74	3.2%
0.18	73	3.1%
0.12	73	3.1%
0.22	67	2.9%
0.24	67	2.9%
0.19	66	2.8%
0.26	65	2.8%
0.25	64	2.8%
0.3	62	2.7%
0.21	62	2.7%
Other values (70)	1652	71.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2	0.1%
0.01	8	0.3%
0.02	4	0.2%
0.03	19	0.8%
0.04	20	0.9%
0.05	28	1.2%
0.06	29	1.2%
0.07	42	1.8%
0.08	53	2.3%
0.09	57	2.5%

Value	Count	Frequency (%)
0.83	1	< 0.1%
0.8	1	< 0.1%
0.79	1	< 0.1%
0.78	1	< 0.1%
0.76	3	0.1%
0.74	4	0.2%
0.73	1	< 0.1%
0.72	5	0.2%
0.71	2	0.1%
0.7	4	0.2%

o
Real number (ℝ_≥0)

Distinct	2184
Distinct (%)	93.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	190.4206194

Minimum	0.76
Maximum	359.64
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	18.3 KiB

Quantile statistics

Minimum	0.76
5-th percentile	63.506
Q1	97.32
median	229.49
Q3	276.89
95-th percentile	312.592
Maximum	359.64
Range	358.88
Interquartile range (IQR)	179.57

Descriptive statistics

Standard deviation	94.2188423
Coefficient of variation (CV)	0.4947932772
Kurtosis	-1.632914015
Mean	190.4206194
Median Absolute Deviation (MAD)	85.12
Skewness	-0.08867546704
Sum	442727.94
Variance	8877.190245
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
90	9	0.4%
85.9	3	0.1%
110.8	3	0.1%
272.44	3	0.1%
80.38	3	0.1%
285.99	3	0.1%
83.02	3	0.1%
280.32	3	0.1%
262.39	2	0.1%
266.26	2	0.1%
Other values (2174)	2291	98.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.76	1	< 0.1%
0.81	1	< 0.1%
1.01	1	< 0.1%
2.33	1	< 0.1%
5.43	1	< 0.1%
5.56	1	< 0.1%
5.68	1	< 0.1%
10.41	1	< 0.1%
11.68	1	< 0.1%
12.5	1	< 0.1%

Value	Count	Frequency (%)
359.64	1	< 0.1%
358.81	1	< 0.1%
358.71	1	< 0.1%
357.86	1	< 0.1%
356.3	2	0.1%
353.93	1	< 0.1%
352.05	1	< 0.1%
351.87	1	< 0.1%
351.08	1	< 0.1%
350.49	1	< 0.1%

dir
Real number (ℝ_≥0)

Distinct	2250
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	177.8044946

Minimum	0.11
Maximum	359.97
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	18.3 KiB

Quantile statistics

Minimum	0.11
5-th percentile	13.752
Q1	89.03
median	176.18
Q3	269.41
95-th percentile	343.068
Maximum	359.97
Range	359.86
Interquartile range (IQR)	180.38

Descriptive statistics

Standard deviation	105.043187
Coefficient of variation (CV)	0.5907791433
Kurtosis	-1.156141084
Mean	177.8044946
Median Absolute Deviation (MAD)	89.78
Skewness	0.01010756195
Sum	413395.45
Variance	11034.07114
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
312.92	3	0.1%
193.83	2	0.1%
21.59	2	0.1%
301.4	2	0.1%
181.47	2	0.1%
227.38	2	0.1%
253.61	2	0.1%
319.86	2	0.1%
323.95	2	0.1%
8.22	2	0.1%
Other values (2240)	2304	99.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.11	1	< 0.1%
0.15	1	< 0.1%
0.17	1	< 0.1%
0.22	1	< 0.1%
0.25	1	< 0.1%
0.3	1	< 0.1%
0.47	1	< 0.1%
0.83	1	< 0.1%
1.21	1	< 0.1%
1.49	1	< 0.1%

Value	Count	Frequency (%)
359.97	1	< 0.1%
359.91	1	< 0.1%
359.66	1	< 0.1%
359.55	1	< 0.1%
359.36	1	< 0.1%
358.74	1	< 0.1%
358.6	1	< 0.1%
358.57	1	< 0.1%
358.18	1	< 0.1%
357.54	1	< 0.1%

distance_returner_gunner1
Real number (ℝ_≥0)

Distinct	2323
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	16.13486033

Minimum	0.3448188
Maximum	58.13506
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	18.3 KiB

Quantile statistics

Minimum	0.3448188
5-th percentile	3.38416266
Q1	8.6688
median	14.464415
Q3	21.653605
95-th percentile	34.8210128
Maximum	58.13506
Range	57.7902412
Interquartile range (IQR)	12.984805

Descriptive statistics

Standard deviation	9.841987583
Coefficient of variation (CV)	0.6099828185
Kurtosis	1.025811555
Mean	16.13486033
Median Absolute Deviation (MAD)	6.3114275
Skewness	0.9664190448
Sum	37513.55028
Variance	96.86471959
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
13.708716	2	0.1%
4.6340585	2	0.1%
15.018712	1	< 0.1%
11.950941	1	< 0.1%
15.764	1	< 0.1%
7.200111	1	< 0.1%
15.729971	1	< 0.1%
20.469063	1	< 0.1%
6.2020802	1	< 0.1%
7.203867	1	< 0.1%
Other values (2313)	2313	99.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.3448188	1	< 0.1%
0.35355338	1	< 0.1%
0.5063596	1	< 0.1%
0.57697487	1	< 0.1%
0.6847627	1	< 0.1%
0.7736924	1	< 0.1%
0.89269257	1	< 0.1%
0.9244458	1	< 0.1%
0.9551963	1	< 0.1%
1.0046393	1	< 0.1%

Value	Count	Frequency (%)
58.13506	1	< 0.1%
57.883957	1	< 0.1%
56.928	1	< 0.1%
55.975525	1	< 0.1%
54.84462	1	< 0.1%
54.3222	1	< 0.1%
52.86521	1	< 0.1%
51.738434	1	< 0.1%
51.635593	1	< 0.1%
51.234653	1	< 0.1%

distance_returner_gunner2
Real number (ℝ_≥0)

Distinct	2323
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	15.86617154

Minimum	0.3324154
Maximum	70.35642
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	18.3 KiB

Quantile statistics

Minimum	0.3324154
5-th percentile	3.06168892
Q1	8.680973
median	14.288631
Q3	21.139584
95-th percentile	34.2725172
Maximum	70.35642
Range	70.0240046
Interquartile range (IQR)	12.458611

Descriptive statistics

Standard deviation	9.62495462
Coefficient of variation (CV)	0.6066337172
Kurtosis	1.246311258
Mean	15.86617154
Median Absolute Deviation (MAD)	6.064168
Skewness	0.9656266679
Sum	36888.84883
Variance	92.63975143
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7.6183004	2	0.1%
4.379612	2	0.1%
26.925343	1	< 0.1%
13.845104	1	< 0.1%
13.671156	1	< 0.1%
22.965353	1	< 0.1%
11.398162	1	< 0.1%
17.28424	1	< 0.1%
3.2588494	1	< 0.1%
7.945074	1	< 0.1%
Other values (2313)	2313	99.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.3324154	1	< 0.1%
0.4031129	1	< 0.1%
0.4272002	1	< 0.1%
0.45188496	1	< 0.1%
0.5800862	1	< 0.1%
0.60008335	1	< 0.1%
0.6103278	1	< 0.1%
0.6129437	1	< 0.1%
0.7155418	1	< 0.1%
0.7392564	1	< 0.1%

Value	Count	Frequency (%)
70.35642	1	< 0.1%
58.661724	1	< 0.1%
58.240112	1	< 0.1%
57.85054	1	< 0.1%
56.49623	1	< 0.1%
54.053158	1	< 0.1%
51.058254	1	< 0.1%
50.763454	1	< 0.1%
50.762905	1	< 0.1%
48.430717	1	< 0.1%

y_football_rescaled
Real number (ℝ)

Distinct	1474
Distinct (%)	63.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	58.64695484

Minimum	-31.52
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	1
Negative (%)	< 0.1%
Memory size	18.3 KiB

Quantile statistics

Minimum	-31.52
5-th percentile	15.142
Q1	39.44
median	59.92
Q3	79.36
95-th percentile	96.47
Maximum	100
Range	131.52
Interquartile range (IQR)	39.92

Descriptive statistics

Standard deviation	25.25680121
Coefficient of variation (CV)	0.430658357
Kurtosis	-0.8544461636
Mean	58.64695484
Median Absolute Deviation (MAD)	19.93
Skewness	-0.2339598842
Sum	136354.17
Variance	637.9060075
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
40.53	6	0.3%
43.19	6	0.3%
76.21	6	0.3%
78.76	6	0.3%
78.16	5	0.2%
59.55	5	0.2%
97.82	5	0.2%
84.09	5	0.2%
72.91	5	0.2%
77.41	5	0.2%
Other values (1464)	2271	97.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-31.52	1	< 0.1%
0.56	1	< 0.1%
1.2	1	< 0.1%
1.31	1	< 0.1%
2.29	1	< 0.1%
2.66	1	< 0.1%
2.93	1	< 0.1%
3.08	1	< 0.1%
3.11	1	< 0.1%
3.49	1	< 0.1%

Value	Count	Frequency (%)
100	1	< 0.1%
99.92	1	< 0.1%
99.89	2	0.1%
99.85	3	0.1%
99.77	4	0.2%
99.74	1	< 0.1%
99.7	3	0.1%
99.62	1	< 0.1%
99.59	1	< 0.1%
99.55	1	< 0.1%

kickReturnYardage
Real number (ℝ)

MISSING
ZEROS

Distinct	77
Distinct (%)	3.4%
Missing	36
Missing (%)	1.5%
Infinite	0
Infinite (%)	0.0%
Mean	8.677588467

Minimum	-13
Maximum	99
Zeros	303
Zeros (%)	13.0%
Negative	121
Negative (%)	5.2%
Memory size	18.3 KiB

Quantile statistics

Minimum	-13
5-th percentile	-1
Q1	2
median	7
Q3	12
95-th percentile	23
Maximum	99
Range	112
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	10.56684641
Coefficient of variation (CV)	1.217716933
Kurtosis	18.01192287
Mean	8.677588467
Median Absolute Deviation (MAD)	5
Skewness	3.371208688
Sum	19863
Variance	111.6582431
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	303	13.0%
8	140	6.0%
6	130	5.6%
5	120	5.2%
1	118	5.1%
9	116	5.0%
7	110	4.7%
10	108	4.6%
11	104	4.5%
2	102	4.4%
Other values (67)	938	40.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-13	1	< 0.1%
-10	1	< 0.1%
-8	2	0.1%
-6	6	0.3%
-5	5	0.2%
-4	8	0.3%
-3	19	0.8%
-2	33	1.4%
-1	46	2.0%
0	303	13.0%

Value	Count	Frequency (%)
99	1	< 0.1%
91	1	< 0.1%
88	1	< 0.1%
85	1	< 0.1%
84	2	0.1%
83	1	< 0.1%
78	2	0.1%
74	2	0.1%
73	2	0.1%
71	3	0.1%

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.

First rows

	quarter	yardsToGo	preSnapHomeScore	preSnapVisitorScore	snapTime	hangTime	operationTime	kickLength	penaltyYards	s	a	dis	o	dir	distance_returner_gunner1	distance_returner_gunner2	y_football_rescaled	kickReturnYardage
0	1	11	0	0	0.95	4.17	2.24	52	NaN	2.18	3.39	0.21	289.70	27.85	10.422538	7.945074	38.69	14.0
1	2	7	0	3	0.85	4.22	2.21	47	NaN	2.18	2.23	0.22	98.24	63.96	10.348923	6.036232	62.89	12.0
2	4	6	14	20	0.89	4.56	2.30	60	NaN	2.82	3.61	0.28	267.41	175.53	14.718237	11.815689	46.83	16.0
3	2	10	0	3	0.88	3.39	2.15	43	NaN	3.26	2.06	0.33	283.94	306.74	16.220078	36.456097	83.90	14.0
4	2	11	14	7	0.89	3.19	2.16	39	NaN	2.19	4.93	0.23	76.23	48.59	27.610147	13.616097	34.22	12.0
5	2	7	14	10	0.87	3.83	2.23	43	NaN	2.80	3.13	0.29	271.22	289.95	8.055886	43.211792	22.59	8.0
6	2	6	3	20	0.83	4.45	2.16	50	NaN	0.45	2.82	0.06	282.02	158.45	5.303961	15.987395	82.03	9.0
7	2	20	0	7	0.77	3.92	2.06	39	NaN	1.51	2.63	0.15	272.00	42.80	5.481788	14.047526	38.91	4.0
8	3	22	14	17	0.86	4.28	2.18	55	NaN	2.39	2.95	0.24	315.48	76.94	22.999907	11.034024	25.97	12.0
9	4	1	9	6	0.80	4.73	2.04	64	NaN	2.28	7.86	0.20	295.13	229.12	12.620480	1.793878	9.34	10.0

Last rows

	quarter	yardsToGo	preSnapHomeScore	preSnapVisitorScore	snapTime	hangTime	operationTime	kickLength	penaltyYards	s	a	dis	o	dir	distance_returner_gunner1	distance_returner_gunner2	y_football_rescaled	kickReturnYardage
2315	2	15	7	8	0.95	4.12	2.18	40	NaN	2.20	2.14	0.22	96.90	130.44	4.143151	0.715542	70.62	0.0
2316	1	23	0	0	0.85	4.65	2.09	40	NaN	2.13	3.46	0.22	281.05	292.50	5.577786	26.438232	81.01	1.0
2317	3	4	19	20	0.80	3.87	2.18	40	NaN	3.69	2.06	0.37	153.95	192.15	3.826278	13.902708	34.52	4.0
2318	2	21	26	0	0.90	3.89	1.90	44	NaN	2.48	3.77	0.25	127.00	135.66	19.203083	19.407331	39.36	20.0
2319	2	8	3	7	0.83	4.54	2.05	45	NaN	1.24	4.85	0.11	263.61	245.83	15.930728	8.347485	74.15	9.0
2320	3	11	10	9	0.82	4.06	2.14	47	8.0	4.47	4.03	0.45	120.48	139.36	28.843973	33.420180	9.53	1.0
2321	2	23	14	3	0.68	4.38	1.89	54	NaN	0.41	4.73	0.05	289.31	103.67	49.525623	6.880356	12.76	3.0
2322	3	7	17	29	0.98	4.03	2.14	29	NaN	6.22	2.96	0.63	110.50	168.25	12.924960	6.790030	9.49	NaN
2323	2	12	10	3	0.66	4.63	1.82	50	NaN	3.07	2.13	0.30	284.34	82.87	12.250233	9.086793	51.29	2.0
2324	2	14	0	0	0.85	5.17	2.16	57	NaN	1.85	1.96	0.19	74.53	284.24	29.281410	7.158561	89.98	12.0

Overview

Variables

Interactions

Correlations

Spearman's ρ

Pearson's r

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows